This script processes model results from the Canadian Wildlife Survey to extract regional bird population trends from the USGS Breeding Bird Survey. The script pulls pulls annual indices and genreates plots for data from Minnesota Bird Conservation Region #23 (which is where all Three Rivers parks are located). These trends are used as a baseline in other analyses to compare against trends within the parks. This script is a prerequisite for other analyses.
# Read BBS index data for a specific stratum (US-MN-23)
dat_indices <- read_csv(here("Data", "Wildlife", "BBS", "BBS_CWS", "All_2021_BBS_indices.csv"), show_col_types = FALSE) %>%
filter(Strata_included == "US-MN-23")
head(dat_indices)
# Align BBS species with eBird taxonomy
dat_indices$species[which(dat_indices$species == "Red-tailed Hawk (all forms)")] <- "Red-tailed Hawk"
dat_indices$species[which(dat_indices$species == "Northern Flicker (all forms)")] <- "Northern Flicker"
# Do the same with trend data
dat_trends <- read_csv(here("Data", "Wildlife", "BBS", "BBS_CWS", "All_2021_BBS_trends.csv"), show_col_types = FALSE) %>%
filter(
Strata_included == "US-MN-23",
Region_type == "stratum"
)
dat_trends$species[which(dat_trends$species == "Red-tailed Hawk (all forms)")] <- "Red-tailed Hawk"
dat_trends$species[which(dat_trends$species == "Northern Flicker (all forms)")] <- "Northern Flicker"
dat_trends <- dat_trends %>%
select(-Trend_Time) %>%
mutate(across(starts_with("Trend"), ~ round(., 1)))
dat_trends_1970to2021 <- dat_trends %>% filter(Start_year == "1970")
dat_trends_2011to2021 <- dat_trends %>% filter(Start_year == "2011")
# Create a unique list of species
sp_list <- unique(dat_indices$species)
# Drop problematic species
sp_list <- sp_list[-c(65, 73, 115, 137)] # drop "Sapsuckers (Yellow-bellied\Red-naped\Red-breasted\Williamson's)" and "Solitary Vireo (Blue-headed\Cassin's)" and "Traill's Flycatcher (Alder\Willow)" and ""Northern Oriole (Bullock's/Baltimore)" because they break things.# Function to process and visualize data for a focal species. Saves indices as csv and genreates plot showing trend.
process_data <- function(focal_species) {
dat_sp <- filter(dat_indices, species == focal_species)
write_csv(dat_sp, paste0(here("Results", "993_BBS_fromCWS", "Indices"), "/", focal_species, ".csv"))
p <- ggplot2::ggplot() +
ggplot2::geom_point(data = dat_sp, ggplot2::aes(x = Year, y = obs_mean), colour = "navy", alpha = .4, size = 1) +
ggplot2::geom_line(data = dat_sp, ggplot2::aes(x = Year, y = Index), colour = "navy", size = .8) +
ggplot2::geom_ribbon(data = dat_sp, ggplot2::aes(x = Year, ymin = Index_q_0.025, ymax = Index_q_0.975), fill = "navy", alpha = 0.2) +
scale_x_continuous(limits = c(1967, 2021), breaks = seq(from = 1965, to = 2020, by = 5)) +
ggplot2::scale_y_continuous(limits = c(0, NA)) +
ggthemes::theme_clean() +
ggplot2::theme(
axis.line = element_line(colour = "black"),
plot.title = ggplot2::element_text(size = 16),
plot.subtitle = ggplot2::element_text(size = 12),
axis.title = ggplot2::element_text(size = 12),
axis.text = ggplot2::element_text(size = 12)
) +
ggplot2::labs(
title = focal_species,
x = "Year",
y = "Annual index of abundance (mean count)",
subtitle = "Breeding Bird Survey: Minnesota BCR #23"
)
ggsave(filename = paste0(focal_species, ".png"), plot = p, path = here("Results", "993_BBS_fromCWS", "Plots"), width = 7, height = 5)
}
# Get list of species that haven't been processed yet (in previous runs of this code)
species_to_run <- list.files(
path = here("Results", "993_BBS_fromCWS", "Plots")
)
species_to_run <- gsub("\\.png", "", species_to_run)
species_to_run <- setdiff(sp_list, species_to_run)
# Apply the processing function to each species
lapply(species_to_run, process_data)
# Save the BBS indices as RDS
# saveRDS(dat_indices, here("Results", "993_BBS_fromCWS", "Indices","00_all_sp_MN23.RDS"))files <- list.files(path = here("Results", "993_BBS_fromCWS", "Plots"), full.names = TRUE)
files_names <- list.files(path = here("Results", "993_BBS_fromCWS", "Plots"), full.names = FALSE)
files_names <- gsub("\\.png", "", files_names)
for (i in 1:length(files)) {
cat(paste0("### ", files_names[i], "\n"))
cat(paste0("\n\n"))
cat(paste0("**Total percent change, 1970-2021:** ", dat_trends_1970to2021$Percent_Change[which(dat_trends_1970to2021$species == files_names[i])], "% (95% CI: ", dat_trends_1970to2021$Percent_Change_Q0.025[which(dat_trends_1970to2021$species == files_names[i])], "% to ", dat_trends_1970to2021$Percent_Change_Q0.975[which(dat_trends_1970to2021$species == files_names[i])], "%)", "\n\n"))
cat(paste0("**Annual trend (% change/year), 1970-2021:** ", dat_trends_1970to2021$Trend[which(dat_trends_1970to2021$species == files_names[i])], "% (95% CI: ", dat_trends_1970to2021$Trend_Q0.025[which(dat_trends_1970to2021$species == files_names[i])], "% to ", dat_trends_1970to2021$Trend_Q0.975[which(dat_trends_1970to2021$species == files_names[i])], "%)", "\n\n"))
cat(paste0("**Total percent change, 2011-2021:** ", dat_trends_2011to2021$Percent_Change[which(dat_trends_2011to2021$species == files_names[i])], "% (95% CI: ", dat_trends_2011to2021$Percent_Change_Q0.025[which(dat_trends_2011to2021$species == files_names[i])], "% to ", dat_trends_2011to2021$Percent_Change_Q0.975[which(dat_trends_2011to2021$species == files_names[i])], "%)", "\n\n"))
cat(paste0("**Annual trend (% change/year), 2011-2021:** ", dat_trends_2011to2021$Trend[which(dat_trends_2011to2021$species == files_names[i])], "% (95% CI: ", dat_trends_2011to2021$Trend_Q0.025[which(dat_trends_2011to2021$species == files_names[i])], "% to ", dat_trends_2011to2021$Trend_Q0.975[which(dat_trends_2011to2021$species == files_names[i])], "%)", "\n\n"))
}Total percent change, 1970-2021: -76.8% (95% CI: -85.8% to -66.7%)
Annual trend (% change/year), 1970-2021: -2.8% (95% CI: -3.7% to -2.1%)
Total percent change, 2011-2021: -18.7% (95% CI: -46.7% to 13.8%)
Annual trend (% change/year), 2011-2021: -2% (95% CI: -5.7% to 1.6%)
Total percent change, 1970-2021: % (95% CI: % to %)
Annual trend (% change/year), 1970-2021: % (95% CI: % to %)
Total percent change, 2011-2021: -7.08% (95% CI: -30.3% to 25.3%)
Annual trend (% change/year), 2011-2021: -0.7% (95% CI: -3.4% to 2.4%)
Total percent change, 1970-2021: -98.5% (95% CI: -99.9% to -95.2%)
Annual trend (% change/year), 1970-2021: -7.9% (95% CI: -10.6% to -5.4%)
Total percent change, 2011-2021: -29.5% (95% CI: -79.7% to 46.1%)
Annual trend (% change/year), 2011-2021: -3.4% (95% CI: -11.8% to 5.1%)
Total percent change, 1970-2021: -86.8% (95% CI: -99.6% to -55.3%)
Annual trend (% change/year), 1970-2021: -3.9% (95% CI: -7.1% to -1.1%)
Total percent change, 2011-2021: -46.8% (95% CI: -84% to -7.29%)
Annual trend (% change/year), 2011-2021: -6.1% (95% CI: -15% to 0.4%)
Total percent change, 1970-2021: 16.2% (95% CI: -7.61% to 50.6%)
Annual trend (% change/year), 1970-2021: 0.3% (95% CI: -0.2% to 0.8%)
Total percent change, 2011-2021: -21.4% (95% CI: -35.5% to -10.3%)
Annual trend (% change/year), 2011-2021: -2.4% (95% CI: -4.1% to -0.9%)
Total percent change, 1970-2021: 10.8% (95% CI: -19.9% to 50.6%)
Annual trend (% change/year), 1970-2021: 0.2% (95% CI: -0.4% to 0.8%)
Total percent change, 2011-2021: -31.3% (95% CI: -44.8% to -17.2%)
Annual trend (% change/year), 2011-2021: -3.7% (95% CI: -5.8% to -1.9%)
Total percent change, 1970-2021: -75.6% (95% CI: -86.9% to -60%)
Annual trend (% change/year), 1970-2021: -2.7% (95% CI: -3.7% to -1.7%)
Total percent change, 2011-2021: -37.9% (95% CI: -60.8% to -17.4%)
Annual trend (% change/year), 2011-2021: -4.7% (95% CI: -8.3% to -1.5%)
Total percent change, 1970-2021: 122% (95% CI: 24.9% to 244%)
Annual trend (% change/year), 1970-2021: 1.6% (95% CI: 0.6% to 2.6%)
Total percent change, 2011-2021: 8.86% (95% CI: -24.3% to 39.9%)
Annual trend (% change/year), 2011-2021: 0.9% (95% CI: -2.8% to 3.4%)
Total percent change, 1970-2021: 6.41% (95% CI: -10.7% to 25.1%)
Annual trend (% change/year), 1970-2021: 0.1% (95% CI: -0.2% to 0.5%)
Total percent change, 2011-2021: -20% (95% CI: -33.2% to -11.1%)
Annual trend (% change/year), 2011-2021: -2.2% (95% CI: -4% to -1.2%)
Total percent change, 1970-2021: 12200% (95% CI: 447% to 141000%)
Annual trend (% change/year), 1970-2021: 9.9% (95% CI: 5.2% to 15.8%)
Total percent change, 2011-2021: 27.1% (95% CI: -57.1% to 163%)
Annual trend (% change/year), 2011-2021: 2.4% (95% CI: -5.5% to 11.9%)
Total percent change, 1970-2021: -65.7% (95% CI: -99.6% to 26.1%)
Annual trend (% change/year), 1970-2021: -2.1% (95% CI: -5.8% to 1.2%)
Total percent change, 2011-2021: -16.1% (95% CI: -64% to 53%)
Annual trend (% change/year), 2011-2021: -1.7% (95% CI: -8.5% to 5.2%)
Total percent change, 1970-2021: 35500% (95% CI: 2820% to 413000%)
Annual trend (% change/year), 1970-2021: 12.2% (95% CI: 8.3% to 18.2%)
Total percent change, 2011-2021: 119% (95% CI: -2.08% to 241%)
Annual trend (% change/year), 2011-2021: 8.1% (95% CI: 2% to 14.3%)
Total percent change, 1970-2021: -31.6% (95% CI: -50.3% to -6.76%)
Annual trend (% change/year), 1970-2021: -0.7% (95% CI: -1.3% to -0.1%)
Total percent change, 2011-2021: -13.2% (95% CI: -27.8% to 5.77%)
Annual trend (% change/year), 2011-2021: -1.4% (95% CI: -3.1% to 0.7%)
Total percent change, 1970-2021: -89.7% (95% CI: -97.4% to -75.7%)
Annual trend (% change/year), 1970-2021: -4.3% (95% CI: -6.4% to -2.5%)
Total percent change, 2011-2021: 9.4% (95% CI: -49.1% to 101%)
Annual trend (% change/year), 2011-2021: 0.9% (95% CI: -4.9% to 8.2%)
Total percent change, 1970-2021: -7.16% (95% CI: -29.8% to 21.5%)
Annual trend (% change/year), 1970-2021: -0.1% (95% CI: -0.7% to 0.4%)
Total percent change, 2011-2021: -19.1% (95% CI: -31.9% to -7.19%)
Annual trend (% change/year), 2011-2021: -2.1% (95% CI: -3.8% to -0.7%)
Total percent change, 1970-2021: 174% (95% CI: -32.8% to 544%)
Annual trend (% change/year), 1970-2021: 2% (95% CI: 0.1% to 4%)
Total percent change, 2011-2021: 22.5% (95% CI: -28.5% to 78%)
Annual trend (% change/year), 2011-2021: 2% (95% CI: -2.7% to 6.3%)
Total percent change, 1970-2021: -50.6% (95% CI: -73.2% to -28.9%)
Annual trend (% change/year), 1970-2021: -1.4% (95% CI: -2.4% to -0.5%)
Total percent change, 2011-2021: -10.5% (95% CI: -34.6% to 12.2%)
Annual trend (% change/year), 2011-2021: -1.1% (95% CI: -3.5% to 1.6%)
Total percent change, 1970-2021: 49.8% (95% CI: -46.1% to 293%)
Annual trend (% change/year), 1970-2021: 0.8% (95% CI: -0.7% to 2.9%)
Total percent change, 2011-2021: 6.11% (95% CI: -34.1% to 59.9%)
Annual trend (% change/year), 2011-2021: 0.6% (95% CI: -3.4% to 5.2%)
Total percent change, 1970-2021: -68.8% (95% CI: -85.4% to -40.8%)
Annual trend (% change/year), 1970-2021: -2.3% (95% CI: -3.5% to -0.9%)
Total percent change, 2011-2021: -1.77% (95% CI: -37.5% to 50.2%)
Annual trend (% change/year), 2011-2021: -0.2% (95% CI: -4.2% to 4.4%)
Total percent change, 1970-2021: 226% (95% CI: 98.5% to 405%)
Annual trend (% change/year), 1970-2021: 2.3% (95% CI: 1.4% to 3.3%)
Total percent change, 2011-2021: -4.92% (95% CI: -30.2% to 22.7%)
Annual trend (% change/year), 2011-2021: -0.5% (95% CI: -3.2% to 2.3%)
Total percent change, 1970-2021: -97.9% (95% CI: -100% to -85.3%)
Annual trend (% change/year), 1970-2021: -7.3% (95% CI: -12% to -3%)
Total percent change, 2011-2021: -65.9% (95% CI: -97.4% to -11.2%)
Annual trend (% change/year), 2011-2021: -10.2% (95% CI: -23.2% to 0.9%)
Total percent change, 1970-2021: -96.8% (95% CI: -99.2% to -93.3%)
Annual trend (% change/year), 1970-2021: -6.5% (95% CI: -8.3% to -4.9%)
Total percent change, 2011-2021: -51.7% (95% CI: -75.2% to -22.5%)
Annual trend (% change/year), 2011-2021: -7% (95% CI: -12.1% to -2%)
Total percent change, 1970-2021: 52.6% (95% CI: -52.7% to 335%)
Annual trend (% change/year), 1970-2021: 0.8% (95% CI: -0.8% to 3.2%)
Total percent change, 2011-2021: -16.1% (95% CI: -46.8% to 25.5%)
Annual trend (% change/year), 2011-2021: -1.7% (95% CI: -5.4% to 2.7%)
Total percent change, 1970-2021: 411% (95% CI: -80.6% to 1750%)
Annual trend (% change/year), 1970-2021: 3.2% (95% CI: 0.5% to 6.6%)
Total percent change, 2011-2021: 11.2% (95% CI: -50% to 67.7%)
Annual trend (% change/year), 2011-2021: 1.1% (95% CI: -5.5% to 6%)
Total percent change, 1970-2021: -85% (95% CI: -94.7% to -69.7%)
Annual trend (% change/year), 1970-2021: -3.6% (95% CI: -5.2% to -2.2%)
Total percent change, 2011-2021: -32.9% (95% CI: -60.1% to -4.2%)
Annual trend (% change/year), 2011-2021: -3.9% (95% CI: -8.7% to -0.4%)
Total percent change, 1970-2021: -1.01% (95% CI: -83.5% to 267%)
Annual trend (% change/year), 1970-2021: 0% (95% CI: -2.2% to 2.9%)
Total percent change, 2011-2021: -10.4% (95% CI: -49.4% to 59.1%)
Annual trend (% change/year), 2011-2021: -1.1% (95% CI: -5.8% to 5.4%)
Total percent change, 1970-2021: 44.9% (95% CI: 0.177% to 105%)
Annual trend (% change/year), 1970-2021: 0.7% (95% CI: 0% to 1.4%)
Total percent change, 2011-2021: -4.39% (95% CI: -27.2% to 22.7%)
Annual trend (% change/year), 2011-2021: -0.4% (95% CI: -3% to 2.2%)
Total percent change, 1970-2021: -82.5% (95% CI: -89.4% to -73.3%)
Annual trend (% change/year), 1970-2021: -3.4% (95% CI: -4.2% to -2.5%)
Total percent change, 2011-2021: -37.4% (95% CI: -57.9% to -14.9%)
Annual trend (% change/year), 2011-2021: -4.6% (95% CI: -8% to -1.3%)
Total percent change, 1970-2021: -56.7% (95% CI: -78.8% to -30.5%)
Annual trend (% change/year), 1970-2021: -1.6% (95% CI: -2.8% to -0.5%)
Total percent change, 2011-2021: -28.6% (95% CI: -56.5% to -11.9%)
Annual trend (% change/year), 2011-2021: -3.3% (95% CI: -7.4% to -0.9%)
Total percent change, 1970-2021: 148% (95% CI: -28.9% to 644%)
Annual trend (% change/year), 1970-2021: 1.8% (95% CI: 0.1% to 4.3%)
Total percent change, 2011-2021: 39.3% (95% CI: -14.8% to 147%)
Annual trend (% change/year), 2011-2021: 3.4% (95% CI: -1.1% to 9.8%)
Total percent change, 1970-2021: -50.5% (95% CI: -67.9% to -32.4%)
Annual trend (% change/year), 1970-2021: -1.4% (95% CI: -2.1% to -0.7%)
Total percent change, 2011-2021: -9.76% (95% CI: -34.8% to 14.3%)
Annual trend (% change/year), 2011-2021: -1% (95% CI: -4.1% to 1.4%)
Total percent change, 1970-2021: -48.6% (95% CI: -63.9% to -31.2%)
Annual trend (% change/year), 1970-2021: -1.3% (95% CI: -2% to -0.7%)
Total percent change, 2011-2021: -17.3% (95% CI: -38.1% to -2.25%)
Annual trend (% change/year), 2011-2021: -1.9% (95% CI: -4.1% to 0.3%)
Total percent change, 1970-2021: 73500% (95% CI: 18400% to 224000%)
Annual trend (% change/year), 1970-2021: 13.8% (95% CI: 11.7% to 16.6%)
Total percent change, 2011-2021: 2.31% (95% CI: -52.3% to 45.1%)
Annual trend (% change/year), 2011-2021: 0.2% (95% CI: -6.3% to 4.2%)
Total percent change, 1970-2021: 1.55% (95% CI: -99.3% to 248%)
Annual trend (% change/year), 1970-2021: 0% (95% CI: -3.9% to 3.3%)
Total percent change, 2011-2021: -43.8% (95% CI: -89.3% to -5.6%)
Annual trend (% change/year), 2011-2021: -5.6% (95% CI: -15.8% to 1%)
Total percent change, 1970-2021: 101% (95% CI: 12.1% to 195%)
Annual trend (% change/year), 1970-2021: 1.4% (95% CI: 0.4% to 2.2%)
Total percent change, 2011-2021: -33.4% (95% CI: -49.6% to -17.5%)
Annual trend (% change/year), 2011-2021: -4% (95% CI: -6.5% to -1.8%)
Total percent change, 1970-2021: -76.2% (95% CI: -100% to -14.1%)
Annual trend (% change/year), 1970-2021: -2.8% (95% CI: -7.3% to 0.8%)
Total percent change, 2011-2021: -1.14% (95% CI: -68.8% to 153%)
Annual trend (% change/year), 2011-2021: -0.1% (95% CI: -7.6% to 10.6%)
Total percent change, 1970-2021: 218% (95% CI: -9.73% to 1020%)
Annual trend (% change/year), 1970-2021: 2.3% (95% CI: 0.2% to 5%)
Total percent change, 2011-2021: 2.72% (95% CI: -46.5% to 78.2%)
Annual trend (% change/year), 2011-2021: 0.3% (95% CI: -5.3% to 6.4%)
Total percent change, 1970-2021: -66.9% (95% CI: -76.4% to -55.4%)
Annual trend (% change/year), 1970-2021: -2.1% (95% CI: -2.7% to -1.5%)
Total percent change, 2011-2021: -20.9% (95% CI: -31.8% to -6.33%)
Annual trend (% change/year), 2011-2021: -2.3% (95% CI: -3.8% to -0.6%)
Total percent change, 1970-2021: -9.14% (95% CI: -28.7% to 14%)
Annual trend (% change/year), 1970-2021: -0.2% (95% CI: -0.7% to 0.3%)
Total percent change, 2011-2021: -27.3% (95% CI: -39.1% to -18.2%)
Annual trend (% change/year), 2011-2021: -3.1% (95% CI: -4.7% to -1.8%)
Total percent change, 1970-2021: -56.8% (95% CI: -74.7% to -36.4%)
Annual trend (% change/year), 1970-2021: -1.6% (95% CI: -2.6% to -0.9%)
Total percent change, 2011-2021: -34.5% (95% CI: -51.7% to -18.1%)
Annual trend (% change/year), 2011-2021: -4.1% (95% CI: -7% to -2%)
Total percent change, 1970-2021: 743% (95% CI: 187% to 1760%)
Annual trend (% change/year), 1970-2021: 4.3% (95% CI: 2.5% to 6.1%)
Total percent change, 2011-2021: -23% (95% CI: -56.7% to 27%)
Annual trend (% change/year), 2011-2021: -2.6% (95% CI: -7.5% to 2.8%)
Total percent change, 1970-2021: -79.9% (95% CI: -87.2% to -71.5%)
Annual trend (% change/year), 1970-2021: -3.1% (95% CI: -3.8% to -2.4%)
Total percent change, 2011-2021: -24.7% (95% CI: -43.1% to -1.44%)
Annual trend (% change/year), 2011-2021: -2.8% (95% CI: -5.4% to -0.1%)
Total percent change, 1970-2021: 118% (95% CI: 7.42% to 286%)
Annual trend (% change/year), 1970-2021: 1.5% (95% CI: 0.3% to 2.8%)
Total percent change, 2011-2021: -2.06% (95% CI: -35.5% to 31.3%)
Annual trend (% change/year), 2011-2021: -0.2% (95% CI: -3.5% to 3.3%)
Total percent change, 1970-2021: -53.3% (95% CI: -87.9% to 29.7%)
Annual trend (% change/year), 1970-2021: -1.5% (95% CI: -3.3% to 0.8%)
Total percent change, 2011-2021: -0.0726% (95% CI: -44.4% to 49.8%)
Annual trend (% change/year), 2011-2021: 0% (95% CI: -5.4% to 4.4%)
Total percent change, 1970-2021: 11500% (95% CI: -41.6% to 258000%)
Annual trend (% change/year), 1970-2021: 9.8% (95% CI: 3.2% to 17.1%)
Total percent change, 2011-2021: 274% (95% CI: 3.97% to 981%)
Annual trend (% change/year), 2011-2021: 14.1% (95% CI: 1.8% to 27.6%)
Total percent change, 1970-2021: -24.8% (95% CI: -36.2% to -12.9%)
Annual trend (% change/year), 1970-2021: -0.6% (95% CI: -0.9% to -0.3%)
Total percent change, 2011-2021: -8.65% (95% CI: -18.4% to -0.542%)
Annual trend (% change/year), 2011-2021: -0.9% (95% CI: -2% to -0.1%)
Total percent change, 1970-2021: 355% (95% CI: 22.4% to 1150%)
Annual trend (% change/year), 1970-2021: 3% (95% CI: 1.4% to 5.4%)
Total percent change, 2011-2021: -16.5% (95% CI: -56.7% to 16.3%)
Annual trend (% change/year), 2011-2021: -1.8% (95% CI: -7.5% to 1.9%)
Total percent change, 1970-2021: -49.3% (95% CI: -89.3% to 30.3%)
Annual trend (% change/year), 1970-2021: -1.3% (95% CI: -3.4% to 0.9%)
Total percent change, 2011-2021: 176% (95% CI: -6.73% to 566%)
Annual trend (% change/year), 2011-2021: 10.7% (95% CI: 1% to 21.8%)
Total percent change, 1970-2021: 1930% (95% CI: 454% to 4580%)
Annual trend (% change/year), 1970-2021: 6.1% (95% CI: 4% to 8.1%)
Total percent change, 2011-2021: -27.5% (95% CI: -60.2% to 5.25%)
Annual trend (% change/year), 2011-2021: -3.2% (95% CI: -7.6% to 1.2%)
Total percent change, 1970-2021: 49.7% (95% CI: -18% to 159%)
Annual trend (% change/year), 1970-2021: 0.8% (95% CI: -0.3% to 1.9%)
Total percent change, 2011-2021: -11.5% (95% CI: -35.2% to 13.9%)
Annual trend (% change/year), 2011-2021: -1.2% (95% CI: -4.1% to 1.4%)
Total percent change, 1970-2021: 150% (95% CI: 41.5% to 279%)
Annual trend (% change/year), 1970-2021: 1.8% (95% CI: 0.8% to 2.7%)
Total percent change, 2011-2021: -46.3% (95% CI: -67.2% to -26.1%)
Annual trend (% change/year), 2011-2021: -6% (95% CI: -9.9% to -2.4%)
Total percent change, 1970-2021: -60% (95% CI: -73.7% to -44.7%)
Annual trend (% change/year), 1970-2021: -1.8% (95% CI: -2.5% to -1.1%)
Total percent change, 2011-2021: -12.9% (95% CI: -30.2% to 1.98%)
Annual trend (% change/year), 2011-2021: -1.4% (95% CI: -3.5% to 0.2%)
Total percent change, 1970-2021: -61.5% (95% CI: -78.7% to -38.7%)
Annual trend (% change/year), 1970-2021: -1.9% (95% CI: -2.8% to -0.9%)
Total percent change, 2011-2021: -36.9% (95% CI: -55% to -16.1%)
Annual trend (% change/year), 2011-2021: -4.5% (95% CI: -7.7% to -1.7%)
Total percent change, 1970-2021: -1.73% (95% CI: -36.3% to 47.1%)
Annual trend (% change/year), 1970-2021: 0% (95% CI: -0.9% to 0.8%)
Total percent change, 2011-2021: -29.1% (95% CI: -52.2% to -13.2%)
Annual trend (% change/year), 2011-2021: -3.4% (95% CI: -6.9% to -1.2%)
Total percent change, 1970-2021: -25.9% (95% CI: -61.3% to 47.9%)
Annual trend (% change/year), 1970-2021: -0.6% (95% CI: -1.8% to 0.8%)
Total percent change, 2011-2021: -9.74% (95% CI: -34.3% to 30.4%)
Annual trend (% change/year), 2011-2021: -1% (95% CI: -3.8% to 3%)
Total percent change, 1970-2021: -75.9% (95% CI: -100% to 77.9%)
Annual trend (% change/year), 1970-2021: -2.8% (95% CI: -7.2% to 2.4%)
Total percent change, 2011-2021: -26% (95% CI: -99.6% to 27.2%)
Annual trend (% change/year), 2011-2021: -3% (95% CI: -20.1% to 5.2%)
Total percent change, 1970-2021: 4.39% (95% CI: -23.2% to 38.1%)
Annual trend (% change/year), 1970-2021: 0.1% (95% CI: -0.5% to 0.6%)
Total percent change, 2011-2021: 3.08% (95% CI: -16.8% to 21.4%)
Annual trend (% change/year), 2011-2021: 0.3% (95% CI: -1.7% to 2%)
Total percent change, 1970-2021: % (95% CI: % to %)
Annual trend (% change/year), 1970-2021: % (95% CI: % to %)
Total percent change, 2011-2021: 105% (95% CI: -53.1% to 303%)
Annual trend (% change/year), 2011-2021: 7.5% (95% CI: -1.6% to 17.5%)
Total percent change, 1970-2021: -62.5% (95% CI: -74.6% to -48.2%)
Annual trend (% change/year), 1970-2021: -1.9% (95% CI: -2.6% to -1.3%)
Total percent change, 2011-2021: -20.5% (95% CI: -35.8% to -7.38%)
Annual trend (% change/year), 2011-2021: -2.3% (95% CI: -4.3% to -0.7%)
Total percent change, 1970-2021: -68% (95% CI: -81.5% to -52%)
Annual trend (% change/year), 1970-2021: -2.2% (95% CI: -3% to -1.3%)
Total percent change, 2011-2021: -26.8% (95% CI: -45.8% to -5.93%)
Annual trend (% change/year), 2011-2021: -3.1% (95% CI: -5.7% to -0.4%)
Total percent change, 1970-2021: 105% (95% CI: -81.3% to 1500%)
Annual trend (% change/year), 1970-2021: 1.4% (95% CI: -1.8% to 6.2%)
Total percent change, 2011-2021: -14.8% (95% CI: -70.5% to 103%)
Annual trend (% change/year), 2011-2021: -1.6% (95% CI: -7.9% to 9.3%)
Total percent change, 1970-2021: -68.8% (95% CI: -100% to 61%)
Annual trend (% change/year), 1970-2021: -2.3% (95% CI: -8% to 2.3%)
Total percent change, 2011-2021: 35.1% (95% CI: -84% to 176%)
Annual trend (% change/year), 2011-2021: 3.1% (95% CI: -10.8% to 12.7%)
Total percent change, 1970-2021: -56.2% (95% CI: -100% to 285%)
Annual trend (% change/year), 1970-2021: -1.6% (95% CI: -11.5% to 4.3%)
Total percent change, 2011-2021: -55.2% (95% CI: -100% to 6.52%)
Annual trend (% change/year), 2011-2021: -7.7% (95% CI: -33.2% to 2.8%)
Total percent change, 1970-2021: 24.8% (95% CI: -95.1% to 409%)
Annual trend (% change/year), 1970-2021: 0.4% (95% CI: -3.1% to 3.5%)
Total percent change, 2011-2021: -22.4% (95% CI: -82.2% to 72%)
Annual trend (% change/year), 2011-2021: -2.5% (95% CI: -12% to 7.4%)
Total percent change, 1970-2021: -98.2% (95% CI: -99.5% to -96.1%)
Annual trend (% change/year), 1970-2021: -7.6% (95% CI: -9.2% to -6%)
Total percent change, 2011-2021: -58.4% (95% CI: -78.1% to -35.8%)
Annual trend (% change/year), 2011-2021: -8.4% (95% CI: -13.2% to -3.8%)
Total percent change, 1970-2021: 6.77% (95% CI: -15.7% to 30%)
Annual trend (% change/year), 1970-2021: 0.1% (95% CI: -0.3% to 0.5%)
Total percent change, 2011-2021: -2.91% (95% CI: -16.6% to 8.52%)
Annual trend (% change/year), 2011-2021: -0.3% (95% CI: -1.7% to 0.9%)
Total percent change, 1970-2021: -3.89% (95% CI: -99% to 201%)
Annual trend (% change/year), 1970-2021: -0.1% (95% CI: -4% to 3.1%)
Total percent change, 2011-2021: -10.5% (95% CI: -85.9% to 58.4%)
Annual trend (% change/year), 2011-2021: -1.1% (95% CI: -13.4% to 6.3%)
Total percent change, 1970-2021: -62.8% (95% CI: -80.3% to -43.2%)
Annual trend (% change/year), 1970-2021: -1.9% (95% CI: -2.8% to -0.9%)
Total percent change, 2011-2021: -11% (95% CI: -38.5% to 23.7%)
Annual trend (% change/year), 2011-2021: -1.2% (95% CI: -4.5% to 2.3%)
Total percent change, 1970-2021: 11.6% (95% CI: -16.9% to 44.8%)
Annual trend (% change/year), 1970-2021: 0.2% (95% CI: -0.3% to 0.7%)
Total percent change, 2011-2021: 3.04% (95% CI: -23.5% to 19.1%)
Annual trend (% change/year), 2011-2021: 0.3% (95% CI: -2.6% to 1.8%)
Total percent change, 1970-2021: 263% (95% CI: -17.6% to 782%)
Annual trend (% change/year), 1970-2021: 2.6% (95% CI: 0.4% to 4.8%)
Total percent change, 2011-2021: -26.4% (95% CI: -62.9% to 20.3%)
Annual trend (% change/year), 2011-2021: -3% (95% CI: -8.3% to 2.7%)
Total percent change, 1970-2021: -8.66% (95% CI: -75.3% to 80.9%)
Annual trend (% change/year), 1970-2021: -0.2% (95% CI: -2.1% to 1.4%)
Total percent change, 2011-2021: -10.3% (95% CI: -57.5% to 21.2%)
Annual trend (% change/year), 2011-2021: -1.1% (95% CI: -6.7% to 2.7%)
Total percent change, 1970-2021: -64% (95% CI: -99.9% to 11.8%)
Annual trend (% change/year), 1970-2021: -2% (95% CI: -6.5% to 0.7%)
Total percent change, 2011-2021: -11.1% (95% CI: -69.5% to 58.6%)
Annual trend (% change/year), 2011-2021: -1.2% (95% CI: -10.2% to 5.4%)
Total percent change, 1970-2021: -10.3% (95% CI: -55.5% to 50%)
Annual trend (% change/year), 1970-2021: -0.2% (95% CI: -1.3% to 0.9%)
Total percent change, 2011-2021: -12.4% (95% CI: -38.2% to 16.2%)
Annual trend (% change/year), 2011-2021: -1.3% (95% CI: -4.3% to 1.8%)
Total percent change, 1970-2021: 43.1% (95% CI: -24.5% to 133%)
Annual trend (% change/year), 1970-2021: 0.7% (95% CI: -0.3% to 1.8%)
Total percent change, 2011-2021: 4.72% (95% CI: -21.2% to 44.1%)
Annual trend (% change/year), 2011-2021: 0.5% (95% CI: -1.7% to 4.2%)
Total percent change, 1970-2021: -84.1% (95% CI: -99.8% to -42.9%)
Annual trend (% change/year), 1970-2021: -3.5% (95% CI: -7% to -0.6%)
Total percent change, 2011-2021: -46.2% (95% CI: -79% to -2.28%)
Annual trend (% change/year), 2011-2021: -6% (95% CI: -12.7% to 0.4%)
Total percent change, 1970-2021: 1660% (95% CI: 57% to 10700%)
Annual trend (% change/year), 1970-2021: 5.8% (95% CI: 2.9% to 10%)
Total percent change, 2011-2021: 5.46% (95% CI: -72.1% to 76.6%)
Annual trend (% change/year), 2011-2021: 0.5% (95% CI: -9% to 7.1%)
Total percent change, 1970-2021: -37% (95% CI: -61.6% to -7.51%)
Annual trend (% change/year), 1970-2021: -0.9% (95% CI: -1.7% to -0.1%)
Total percent change, 2011-2021: -10.2% (95% CI: -33.9% to 14.6%)
Annual trend (% change/year), 2011-2021: -1.1% (95% CI: -3.5% to 1.7%)
Total percent change, 1970-2021: 7640000% (95% CI: 28900% to 5.77e+08%)
Annual trend (% change/year), 1970-2021: 24.7% (95% CI: 16.6% to 36.6%)
Total percent change, 2011-2021: -36.4% (95% CI: -69.6% to 12.3%)
Annual trend (% change/year), 2011-2021: -4.4% (95% CI: -10.3% to 1.9%)
Total percent change, 1970-2021: -84.5% (95% CI: -89.6% to -77.5%)
Annual trend (% change/year), 1970-2021: -3.6% (95% CI: -4.3% to -2.8%)
Total percent change, 2011-2021: -26.4% (95% CI: -44.8% to -1.95%)
Annual trend (% change/year), 2011-2021: -3% (95% CI: -5.7% to -0.1%)
Total percent change, 1970-2021: 32.8% (95% CI: 2.17% to 61.5%)
Annual trend (% change/year), 1970-2021: 0.6% (95% CI: 0.1% to 1%)
Total percent change, 2011-2021: 13.2% (95% CI: -6.94% to 29.8%)
Annual trend (% change/year), 2011-2021: 1.2% (95% CI: -0.6% to 2.8%)
Total percent change, 1970-2021: -15% (95% CI: -40.6% to 18%)
Annual trend (% change/year), 1970-2021: -0.3% (95% CI: -1% to 0.3%)
Total percent change, 2011-2021: 1.42% (95% CI: -26.7% to 34.6%)
Annual trend (% change/year), 2011-2021: 0.1% (95% CI: -2.9% to 3.2%)
Total percent change, 1970-2021: -46% (95% CI: -59.1% to -33.4%)
Annual trend (% change/year), 1970-2021: -1.2% (95% CI: -1.7% to -0.8%)
Total percent change, 2011-2021: -22.5% (95% CI: -32.5% to -11.7%)
Annual trend (% change/year), 2011-2021: -2.5% (95% CI: -3.7% to -1.1%)
Total percent change, 1970-2021: 136% (95% CI: -79.6% to 1720%)
Annual trend (% change/year), 1970-2021: 1.7% (95% CI: -1.7% to 6%)
Total percent change, 2011-2021: -0.673% (95% CI: -53.2% to 123%)
Annual trend (% change/year), 2011-2021: -0.1% (95% CI: -5.7% to 9.4%)
Total percent change, 1970-2021: -41.6% (95% CI: -100% to 78.3%)
Annual trend (% change/year), 1970-2021: -1% (95% CI: -6.1% to 2.1%)
Total percent change, 2011-2021: -13.5% (95% CI: -83.6% to 36.4%)
Annual trend (% change/year), 2011-2021: -1.4% (95% CI: -13.7% to 4%)
Total percent change, 1970-2021: -48.2% (95% CI: -71.1% to -22.2%)
Annual trend (% change/year), 1970-2021: -1.3% (95% CI: -2.2% to -0.4%)
Total percent change, 2011-2021: -15.7% (95% CI: -49.8% to 7.33%)
Annual trend (% change/year), 2011-2021: -1.7% (95% CI: -6% to 1.2%)
Total percent change, 1970-2021: -58.2% (95% CI: -98% to 18.1%)
Annual trend (% change/year), 1970-2021: -1.7% (95% CI: -5.2% to 0.8%)
Total percent change, 2011-2021: -60.9% (95% CI: -85.8% to -33.2%)
Annual trend (% change/year), 2011-2021: -9% (95% CI: -16.4% to -3.4%)
Total percent change, 1970-2021: -1.9% (95% CI: -99.1% to 384%)
Annual trend (% change/year), 1970-2021: 0% (95% CI: -3.6% to 3.9%)
Total percent change, 2011-2021: 4.04% (95% CI: -59.6% to 229%)
Annual trend (% change/year), 2011-2021: 0.4% (95% CI: -6.3% to 13.6%)
Total percent change, 1970-2021: -91.2% (95% CI: -99.9% to -74.6%)
Annual trend (% change/year), 1970-2021: -4.7% (95% CI: -8.8% to -1.9%)
Total percent change, 2011-2021: -23.6% (95% CI: -71.1% to 83.8%)
Annual trend (% change/year), 2011-2021: -2.6% (95% CI: -9.5% to 7.4%)
Total percent change, 1970-2021: -5.97% (95% CI: -56.8% to 64.6%)
Annual trend (% change/year), 1970-2021: -0.1% (95% CI: -1.4% to 1.1%)
Total percent change, 2011-2021: -25.7% (95% CI: -49.5% to -0.137%)
Annual trend (% change/year), 2011-2021: -2.9% (95% CI: -5.9% to 0.5%)
Total percent change, 1970-2021: -45.9% (95% CI: -85.5% to 18.7%)
Annual trend (% change/year), 1970-2021: -1.2% (95% CI: -2.9% to 0.7%)
Total percent change, 2011-2021: 19.3% (95% CI: -28.9% to 89.7%)
Annual trend (% change/year), 2011-2021: 1.8% (95% CI: -3.4% to 6.6%)
Total percent change, 1970-2021: -61.1% (95% CI: -70.3% to -51.7%)
Annual trend (% change/year), 1970-2021: -1.8% (95% CI: -2.3% to -1.4%)
Total percent change, 2011-2021: -14.3% (95% CI: -29.4% to -0.509%)
Annual trend (% change/year), 2011-2021: -1.5% (95% CI: -3.3% to 0.1%)
Total percent change, 1970-2021: -76.3% (95% CI: -94.4% to -42.6%)
Annual trend (% change/year), 1970-2021: -2.8% (95% CI: -4.8% to -0.8%)
Total percent change, 2011-2021: -31.8% (95% CI: -73.3% to 6.81%)
Annual trend (% change/year), 2011-2021: -3.8% (95% CI: -10.9% to 1.4%)
Total percent change, 1970-2021: -81.5% (95% CI: -97.8% to -46.7%)
Annual trend (% change/year), 1970-2021: -3.2% (95% CI: -5.6% to -0.6%)
Total percent change, 2011-2021: -31.3% (95% CI: -67.7% to 20.9%)
Annual trend (% change/year), 2011-2021: -3.7% (95% CI: -10.1% to 2.2%)
Total percent change, 1970-2021: -91.2% (95% CI: -99.4% to -62.5%)
Annual trend (% change/year), 1970-2021: -4.7% (95% CI: -7.1% to -1.4%)
Total percent change, 2011-2021: -33.2% (95% CI: -67.6% to 24.4%)
Annual trend (% change/year), 2011-2021: -4% (95% CI: -9.9% to 2.7%)
Total percent change, 1970-2021: 334% (95% CI: 179% to 531%)
Annual trend (% change/year), 1970-2021: 2.9% (95% CI: 2.2% to 3.8%)
Total percent change, 2011-2021: 20.4% (95% CI: -10.3% to 67.7%)
Annual trend (% change/year), 2011-2021: 1.9% (95% CI: -0.8% to 5.5%)
Total percent change, 1970-2021: % (95% CI: % to %)
Annual trend (% change/year), 1970-2021: % (95% CI: % to %)
Total percent change, 2011-2021: % (95% CI: % to %)
Annual trend (% change/year), 2011-2021: % (95% CI: % to %)
Total percent change, 1970-2021: -75.8% (95% CI: -85% to -64.6%)
Annual trend (% change/year), 1970-2021: -2.8% (95% CI: -3.6% to -2%)
Total percent change, 2011-2021: -16.9% (95% CI: -46.2% to 15.7%)
Annual trend (% change/year), 2011-2021: -1.8% (95% CI: -5.7% to 1.7%)
Total percent change, 1970-2021: -27.4% (95% CI: -68.1% to 25.3%)
Annual trend (% change/year), 1970-2021: -0.6% (95% CI: -1.9% to 0.6%)
Total percent change, 2011-2021: -12.8% (95% CI: -42.2% to 31.4%)
Annual trend (% change/year), 2011-2021: -1.4% (95% CI: -5% to 3%)
Total percent change, 1970-2021: -62.6% (95% CI: -88% to -22.7%)
Annual trend (% change/year), 1970-2021: -1.9% (95% CI: -3.6% to -0.3%)
Total percent change, 2011-2021: -19% (95% CI: -48.9% to 18.4%)
Annual trend (% change/year), 2011-2021: -2.1% (95% CI: -6.5% to 1.7%)
Total percent change, 1970-2021: 30.7% (95% CI: -97.3% to 307%)
Annual trend (% change/year), 1970-2021: 0.5% (95% CI: -1.9% to 3.5%)
Total percent change, 2011-2021: -24.2% (95% CI: -64.6% to 25.2%)
Annual trend (% change/year), 2011-2021: -2.7% (95% CI: -8.7% to 3.2%)
Total percent change, 1970-2021: 45.9% (95% CI: -96.3% to 2810%)
Annual trend (% change/year), 1970-2021: 0.7% (95% CI: -3.6% to 7.3%)
Total percent change, 2011-2021: -1.74% (95% CI: -81.1% to 166%)
Annual trend (% change/year), 2011-2021: -0.2% (95% CI: -9.8% to 12.4%)
Total percent change, 1970-2021: 386% (95% CI: -33.8% to 2720%)
Annual trend (% change/year), 1970-2021: 3.1% (95% CI: -0.1% to 7.2%)
Total percent change, 2011-2021: -1.35% (95% CI: -52.3% to 114%)
Annual trend (% change/year), 2011-2021: -0.1% (95% CI: -6.5% to 8.5%)
Total percent change, 1970-2021: 2660% (95% CI: 84.3% to 29800%)
Annual trend (% change/year), 1970-2021: 6.7% (95% CI: 3.8% to 12.2%)
Total percent change, 2011-2021: 30.9% (95% CI: -47.1% to 132%)
Annual trend (% change/year), 2011-2021: 2.7% (95% CI: -4.1% to 9.9%)
Total percent change, 1970-2021: 154% (95% CI: 64.3% to 280%)
Annual trend (% change/year), 1970-2021: 1.8% (95% CI: 1% to 2.7%)
Total percent change, 2011-2021: -0.361% (95% CI: -22.6% to 25.2%)
Annual trend (% change/year), 2011-2021: 0% (95% CI: -2.3% to 2.5%)
Total percent change, 1970-2021: -72.4% (95% CI: -92.6% to -39.7%)
Annual trend (% change/year), 1970-2021: -2.5% (95% CI: -4.4% to -0.7%)
Total percent change, 2011-2021: -36% (95% CI: -64.9% to 4.78%)
Annual trend (% change/year), 2011-2021: -4.4% (95% CI: -9.8% to 0.6%)
Total percent change, 1970-2021: 443% (95% CI: 172% to 914%)
Annual trend (% change/year), 1970-2021: 3.4% (95% CI: 2.1% to 4.7%)
Total percent change, 2011-2021: 65.6% (95% CI: 4.45% to 187%)
Annual trend (% change/year), 2011-2021: 5.2% (95% CI: 1% to 11.4%)
Total percent change, 1970-2021: 276% (95% CI: 26.8% to 745%)
Annual trend (% change/year), 1970-2021: 2.6% (95% CI: 1.3% to 4.6%)
Total percent change, 2011-2021: 6.98% (95% CI: -27.2% to 50.4%)
Annual trend (% change/year), 2011-2021: 0.7% (95% CI: -2.9% to 4.3%)
Total percent change, 1970-2021: 22.9% (95% CI: -81.7% to 547%)
Annual trend (% change/year), 1970-2021: 0.4% (95% CI: -2.2% to 4%)
Total percent change, 2011-2021: 18.8% (95% CI: -46.6% to 193%)
Annual trend (% change/year), 2011-2021: 1.7% (95% CI: -4% to 12.4%)
Total percent change, 1970-2021: -76.4% (95% CI: -91.1% to -51%)
Annual trend (% change/year), 1970-2021: -2.8% (95% CI: -4.2% to -1.2%)
Total percent change, 2011-2021: 54.2% (95% CI: -25.4% to 200%)
Annual trend (% change/year), 2011-2021: 4.4% (95% CI: -1.7% to 12.3%)
Total percent change, 1970-2021: 711% (95% CI: 354% to 1180%)
Annual trend (% change/year), 1970-2021: 4.2% (95% CI: 3.2% to 5.3%)
Total percent change, 2011-2021: 12.2% (95% CI: -17.9% to 47.9%)
Annual trend (% change/year), 2011-2021: 1.2% (95% CI: -2% to 4%)
Total percent change, 1970-2021: 1790% (95% CI: 322% to 6290%)
Annual trend (% change/year), 1970-2021: 5.9% (95% CI: 3.2% to 8.7%)
Total percent change, 2011-2021: 59.8% (95% CI: -21.6% to 163%)
Annual trend (% change/year), 2011-2021: 4.8% (95% CI: -1.3% to 10.7%)
Total percent change, 1970-2021: 101% (95% CI: 42.5% to 169%)
Annual trend (% change/year), 1970-2021: 1.4% (95% CI: 0.7% to 2%)
Total percent change, 2011-2021: -9.45% (95% CI: -30% to 10.6%)
Annual trend (% change/year), 2011-2021: -1% (95% CI: -3.3% to 1.2%)
Total percent change, 1970-2021: -95% (95% CI: -97.9% to -91.1%)
Annual trend (% change/year), 1970-2021: -5.7% (95% CI: -7% to -4.5%)
Total percent change, 2011-2021: -44.3% (95% CI: -73.6% to -13.1%)
Annual trend (% change/year), 2011-2021: -5.7% (95% CI: -11.1% to -0.7%)
Total percent change, 1970-2021: 24.6% (95% CI: -99% to 1040%)
Annual trend (% change/year), 1970-2021: 0.4% (95% CI: -3.5% to 5.9%)
Total percent change, 2011-2021: -32.2% (95% CI: -96.9% to 12%)
Annual trend (% change/year), 2011-2021: -3.8% (95% CI: -18.6% to 3.8%)
Total percent change, 1970-2021: 686% (95% CI: 50.4% to 3160%)
Annual trend (% change/year), 1970-2021: 4.1% (95% CI: 1.8% to 7.3%)
Total percent change, 2011-2021: 46.2% (95% CI: -27.9% to 176%)
Annual trend (% change/year), 2011-2021: 3.9% (95% CI: -1.4% to 11.4%)
Total percent change, 1970-2021: % (95% CI: % to %)
Annual trend (% change/year), 1970-2021: % (95% CI: % to %)
Total percent change, 2011-2021: % (95% CI: % to %)
Annual trend (% change/year), 2011-2021: % (95% CI: % to %)
Total percent change, 1970-2021: 182% (95% CI: 91.5% to 328%)
Annual trend (% change/year), 1970-2021: 2% (95% CI: 1.3% to 2.9%)
Total percent change, 2011-2021: 2.95% (95% CI: -21.1% to 21.3%)
Annual trend (% change/year), 2011-2021: 0.3% (95% CI: -2% to 2.2%)
Total percent change, 1970-2021: -52.8% (95% CI: -63.3% to -40.1%)
Annual trend (% change/year), 1970-2021: -1.5% (95% CI: -1.9% to -1%)
Total percent change, 2011-2021: -2.25% (95% CI: -16.2% to 15.9%)
Annual trend (% change/year), 2011-2021: -0.2% (95% CI: -1.6% to 1.6%)
Total percent change, 1970-2021: -42.1% (95% CI: -100% to 64.2%)
Annual trend (% change/year), 1970-2021: -1.1% (95% CI: -6.3% to 1.7%)
Total percent change, 2011-2021: -25.3% (95% CI: -83.1% to 21.4%)
Annual trend (% change/year), 2011-2021: -2.9% (95% CI: -12.9% to 3.6%)
Total percent change, 1970-2021: 365% (95% CI: -62.1% to 2400%)
Annual trend (% change/year), 1970-2021: 3.1% (95% CI: 0.5% to 7.3%)
Total percent change, 2011-2021: -57.2% (95% CI: -86.1% to -26.5%)
Annual trend (% change/year), 2011-2021: -8.1% (95% CI: -17.1% to -2.7%)
Total percent change, 1970-2021: 125% (95% CI: -73.8% to 506%)
Annual trend (% change/year), 1970-2021: 1.6% (95% CI: -1.3% to 4%)
Total percent change, 2011-2021: 9.45% (95% CI: -54.2% to 79.3%)
Annual trend (% change/year), 2011-2021: 0.9% (95% CI: -5% to 7.2%)
Total percent change, 1970-2021: -41.9% (95% CI: -66.8% to -6.98%)
Annual trend (% change/year), 1970-2021: -1.1% (95% CI: -2% to 0%)
Total percent change, 2011-2021: -30.6% (95% CI: -52.4% to -3.52%)
Annual trend (% change/year), 2011-2021: -3.6% (95% CI: -6.9% to -0.1%)
Total percent change, 1970-2021: 2.92% (95% CI: -40.9% to 74.1%)
Annual trend (% change/year), 1970-2021: 0.1% (95% CI: -0.8% to 1.2%)
Total percent change, 2011-2021: 3.74% (95% CI: -18.7% to 45.3%)
Annual trend (% change/year), 2011-2021: 0.4% (95% CI: -2% to 3.8%)
Total percent change, 1970-2021: 17.9% (95% CI: -16.4% to 56.3%)
Annual trend (% change/year), 1970-2021: 0.3% (95% CI: -0.3% to 0.9%)
Total percent change, 2011-2021: 7.63% (95% CI: -12.5% to 31.7%)
Annual trend (% change/year), 2011-2021: 0.7% (95% CI: -0.9% to 3.1%)
Total percent change, 1970-2021: 167% (95% CI: 10.8% to 475%)
Annual trend (% change/year), 1970-2021: 1.9% (95% CI: 0.5% to 3.6%)
Total percent change, 2011-2021: -0.776% (95% CI: -32.4% to 46.7%)
Annual trend (% change/year), 2011-2021: -0.1% (95% CI: -3.5% to 4.2%)
Total percent change, 1970-2021: -12.7% (95% CI: -99.1% to 122%)
Annual trend (% change/year), 1970-2021: -0.3% (95% CI: -4.3% to 2.4%)
Total percent change, 2011-2021: -2.67% (95% CI: -73.2% to 61.7%)
Annual trend (% change/year), 2011-2021: -0.3% (95% CI: -8% to 7.5%)
Total percent change, 1970-2021: -39.6% (95% CI: -93.6% to 20.7%)
Annual trend (% change/year), 1970-2021: -1% (95% CI: -3.4% to 1%)
Total percent change, 2011-2021: 0.477% (95% CI: -47.8% to 58.2%)
Annual trend (% change/year), 2011-2021: 0% (95% CI: -5.2% to 5.6%)
Total percent change, 1970-2021: 1730000% (95% CI: 9320% to 3.8e+07%)
Annual trend (% change/year), 1970-2021: 21.1% (95% CI: 13.3% to 29.5%)
Total percent change, 2011-2021: 97.3% (95% CI: -12.8% to 248%)
Annual trend (% change/year), 2011-2021: 7% (95% CI: -0.1% to 14%)
Total percent change, 1970-2021: -87.7% (95% CI: -92.6% to -81.8%)
Annual trend (% change/year), 1970-2021: -4% (95% CI: -4.8% to -3.2%)
Total percent change, 2011-2021: -63.9% (95% CI: -76.8% to -45.9%)
Annual trend (% change/year), 2011-2021: -9.7% (95% CI: -13.1% to -5.6%)
Total percent change, 1970-2021: 34.5% (95% CI: -21.1% to 147%)
Annual trend (% change/year), 1970-2021: 0.6% (95% CI: -0.4% to 1.8%)
Total percent change, 2011-2021: -7.22% (95% CI: -31.1% to 34.2%)
Annual trend (% change/year), 2011-2021: -0.7% (95% CI: -3.6% to 3%)
Total percent change, 1970-2021: -44.3% (95% CI: -73.7% to -9.41%)
Annual trend (% change/year), 1970-2021: -1.1% (95% CI: -2.3% to 0%)
Total percent change, 2011-2021: -11.6% (95% CI: -40.3% to 24.8%)
Annual trend (% change/year), 2011-2021: -1.2% (95% CI: -4.5% to 2.6%)
Total percent change, 1970-2021: -15.6% (95% CI: -36.9% to 6.72%)
Annual trend (% change/year), 1970-2021: -0.3% (95% CI: -0.9% to 0.1%)
Total percent change, 2011-2021: -17.5% (95% CI: -34.8% to 0.49%)
Annual trend (% change/year), 2011-2021: -1.9% (95% CI: -4.1% to 0.1%)
Total percent change, 1970-2021: -47.3% (95% CI: -79.3% to 6.32%)
Annual trend (% change/year), 1970-2021: -1.2% (95% CI: -2.7% to 0.3%)
Total percent change, 2011-2021: -21.1% (95% CI: -54.5% to 15.4%)
Annual trend (% change/year), 2011-2021: -2.3% (95% CI: -7.2% to 1.8%)
Total percent change, 1970-2021: -66.4% (95% CI: -93.6% to -39.6%)
Annual trend (% change/year), 1970-2021: -2.1% (95% CI: -4.2% to -0.6%)
Total percent change, 2011-2021: -8.98% (95% CI: -45.9% to 35.8%)
Annual trend (% change/year), 2011-2021: -0.9% (95% CI: -5.4% to 3.4%)
Total percent change, 1970-2021: 218% (95% CI: 88.1% to 415%)
Annual trend (% change/year), 1970-2021: 2.3% (95% CI: 1.4% to 3.4%)
Total percent change, 2011-2021: 10.8% (95% CI: -21.2% to 42.6%)
Annual trend (% change/year), 2011-2021: 1% (95% CI: -2.2% to 3.8%)
Total percent change, 1970-2021: 150% (95% CI: 61.1% to 283%)
Annual trend (% change/year), 1970-2021: 1.8% (95% CI: 1% to 2.7%)
Total percent change, 2011-2021: -19.8% (95% CI: -41.6% to 1.32%)
Annual trend (% change/year), 2011-2021: -2.2% (95% CI: -5.2% to 0.1%)
Total percent change, 1970-2021: 60100% (95% CI: 2720% to 985000%)
Annual trend (% change/year), 1970-2021: 13.4% (95% CI: 8.6% to 20.1%)
Total percent change, 2011-2021: 228% (95% CI: 2.41% to 514%)
Annual trend (% change/year), 2011-2021: 12.6% (95% CI: 3% to 21.8%)
Total percent change, 1970-2021: 34.3% (95% CI: -90.7% to 353%)
Annual trend (% change/year), 1970-2021: 0.6% (95% CI: -2.7% to 3.7%)
Total percent change, 2011-2021: 25.3% (95% CI: -46.5% to 303%)
Annual trend (% change/year), 2011-2021: 2.3% (95% CI: -3.4% to 16.1%)
Total percent change, 1970-2021: 4230% (95% CI: 786% to 12500%)
Annual trend (% change/year), 1970-2021: 7.7% (95% CI: 5% to 10.1%)
Total percent change, 2011-2021: 158% (95% CI: 22.9% to 418%)
Annual trend (% change/year), 2011-2021: 9.9% (95% CI: 3.3% to 18.7%)
Total percent change, 1970-2021: -59.7% (95% CI: -92.1% to -13.9%)
Annual trend (% change/year), 1970-2021: -1.8% (95% CI: -3.9% to 0.2%)
Total percent change, 2011-2021: -34.3% (95% CI: -65.2% to -8.81%)
Annual trend (% change/year), 2011-2021: -4.1% (95% CI: -9.5% to -0.5%)
Total percent change, 1970-2021: 133% (95% CI: 36.1% to 256%)
Annual trend (% change/year), 1970-2021: 1.7% (95% CI: 0.6% to 2.5%)
Total percent change, 2011-2021: 42.2% (95% CI: 3.41% to 91.4%)
Annual trend (% change/year), 2011-2021: 3.6% (95% CI: 0.5% to 6.8%)
Total percent change, 1970-2021: -81.4% (95% CI: -88.2% to -73.9%)
Annual trend (% change/year), 1970-2021: -3.2% (95% CI: -4% to -2.5%)
Total percent change, 2011-2021: -19.3% (95% CI: -43.7% to 2.57%)
Annual trend (% change/year), 2011-2021: -2.1% (95% CI: -5.3% to 0.5%)
Total percent change, 1970-2021: -42.9% (95% CI: -96.8% to 55.7%)
Annual trend (% change/year), 1970-2021: -1.1% (95% CI: -4.2% to 1.4%)
Total percent change, 2011-2021: -9.42% (95% CI: -68.7% to 50.9%)
Annual trend (% change/year), 2011-2021: -1% (95% CI: -8.6% to 5%)
Total percent change, 1970-2021: -25.4% (95% CI: -51.7% to 4.32%)
Annual trend (% change/year), 1970-2021: -0.6% (95% CI: -1.4% to 0.1%)
Total percent change, 2011-2021: -2.62% (95% CI: -24.4% to 20.8%)
Annual trend (% change/year), 2011-2021: -0.3% (95% CI: -2.7% to 2%)
Total percent change, 1970-2021: -97.8% (95% CI: -100% to -89.8%)
Annual trend (% change/year), 1970-2021: -7.2% (95% CI: -11.5% to -3.8%)
Total percent change, 2011-2021: -39.5% (95% CI: -94.9% to 45.6%)
Annual trend (% change/year), 2011-2021: -4.9% (95% CI: -17.3% to 5.5%)
Total percent change, 1970-2021: -99.6% (95% CI: -99.9% to -99.3%)
Annual trend (% change/year), 1970-2021: -10.4% (95% CI: -11.7% to -9.2%)
Total percent change, 2011-2021: -53.2% (95% CI: -81% to -16%)
Annual trend (% change/year), 2011-2021: -7.3% (95% CI: -13.9% to -0.9%)
Total percent change, 1970-2021: 143% (95% CI: 61.6% to 227%)
Annual trend (% change/year), 1970-2021: 1.8% (95% CI: 1% to 2.4%)
Total percent change, 2011-2021: 2.69% (95% CI: -16% to 25.2%)
Annual trend (% change/year), 2011-2021: 0.3% (95% CI: -1.7% to 2.3%)
Total percent change, 1970-2021: 79900% (95% CI: 5830% to 489000%)
Annual trend (% change/year), 1970-2021: 14% (95% CI: 10% to 18.7%)
Total percent change, 2011-2021: 42.8% (95% CI: -46.4% to 161%)
Annual trend (% change/year), 2011-2021: 3.6% (95% CI: -4.5% to 10.6%)
Total percent change, 1970-2021: % (95% CI: % to %)
Annual trend (% change/year), 1970-2021: % (95% CI: % to %)
Total percent change, 2011-2021: -14.7% (95% CI: -45% to 10.2%)
Annual trend (% change/year), 2011-2021: -1.6% (95% CI: -5.4% to 1.2%)
Total percent change, 1970-2021: -41.8% (95% CI: -78.7% to -5.04%)
Annual trend (% change/year), 1970-2021: -1.1% (95% CI: -2.7% to 0.1%)
Total percent change, 2011-2021: -17.8% (95% CI: -45.3% to 15.7%)
Annual trend (% change/year), 2011-2021: -1.9% (95% CI: -5.6% to 1.6%)
Total percent change, 1970-2021: 105% (95% CI: -12.3% to 243%)
Annual trend (% change/year), 1970-2021: 1.4% (95% CI: -0.1% to 2.5%)
Total percent change, 2011-2021: 8.24% (95% CI: -22.5% to 60.3%)
Annual trend (% change/year), 2011-2021: 0.8% (95% CI: -2.5% to 4.8%)
Total percent change, 1970-2021: 287% (95% CI: 31.5% to 680%)
Annual trend (% change/year), 1970-2021: 2.7% (95% CI: 1.1% to 4.3%)
Total percent change, 2011-2021: 58.2% (95% CI: -2.37% to 148%)
Annual trend (% change/year), 2011-2021: 4.7% (95% CI: -0.2% to 9.5%)
Total percent change, 1970-2021: 273% (95% CI: 50.4% to 690%)
Annual trend (% change/year), 1970-2021: 2.6% (95% CI: 1.2% to 4.3%)
Total percent change, 2011-2021: 9.98% (95% CI: -33.2% to 55.4%)
Annual trend (% change/year), 2011-2021: 1% (95% CI: -3.3% to 5%)
Total percent change, 1970-2021: -68.6% (95% CI: -90.1% to -38.2%)
Annual trend (% change/year), 1970-2021: -2.2% (95% CI: -4% to -0.8%)
Total percent change, 2011-2021: 31.6% (95% CI: -21% to 138%)
Annual trend (% change/year), 2011-2021: 2.8% (95% CI: -1.8% to 9.3%)
Total percent change, 1970-2021: -93.1% (95% CI: -97.8% to -86.1%)
Annual trend (% change/year), 1970-2021: -5.1% (95% CI: -6.8% to -3.6%)
Total percent change, 2011-2021: -49% (95% CI: -75.1% to -13.5%)
Annual trend (% change/year), 2011-2021: -6.5% (95% CI: -12.3% to -1.1%)
Total percent change, 1970-2021: 308% (95% CI: 116% to 567%)
Annual trend (% change/year), 1970-2021: 2.8% (95% CI: 1.7% to 3.9%)
Total percent change, 2011-2021: 48% (95% CI: 7.78% to 98.3%)
Annual trend (% change/year), 2011-2021: 4% (95% CI: 1% to 7.2%)
Total percent change, 1970-2021: 105% (95% CI: 38.5% to 183%)
Annual trend (% change/year), 1970-2021: 1.4% (95% CI: 0.7% to 2.1%)
Total percent change, 2011-2021: -12.8% (95% CI: -32.1% to 5.7%)
Annual trend (% change/year), 2011-2021: -1.4% (95% CI: -3.6% to 0.7%)
By Sam Safran